{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "BG_Predictions.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GX4mNJ_couIf",
        "colab_type": "text"
      },
      "source": [
        "# Blood Glucose Predictions with LSTM network\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ARPf54g0ol-S",
        "colab_type": "text"
      },
      "source": [
        "### Imports\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "riKpZn1kOvDt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "from statsmodels.tools.eval_measures import rmse\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "from keras.preprocessing.sequence import TimeseriesGenerator\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, LSTM, Dropout, TimeDistributed\n",
        "from keras.callbacks import ModelCheckpoint, EarlyStopping\n",
        "import warnings\n",
        "import io\n",
        "import math\n",
        "warnings.filterwarnings(\"ignore\")"
      ],
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n_wLQvYeQVRE",
        "colab_type": "text"
      },
      "source": [
        "This is how the DataFrame generated by simglucose looks like"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BjkLfGMDO5I_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "outputId": "280a87e0-2255-42e2-cd95-7fab4abd304f"
      },
      "source": [
        "df = pd.read_csv(\"adolescent#008.csv\")\n",
        "df.Time = pd.to_datetime(df.Time)\n",
        "df = df[0:2480] # this final data from some of pacients are not relevant(stays at hipo for to long to be real)\n",
        "df.set_index(\"Time\")\n",
        "df.head()"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Time</th>\n",
              "      <th>BG</th>\n",
              "      <th>CGM</th>\n",
              "      <th>CHO</th>\n",
              "      <th>insulin</th>\n",
              "      <th>LBGI</th>\n",
              "      <th>HBGI</th>\n",
              "      <th>Risk</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2020-07-06 12:00:00</td>\n",
              "      <td>144.3</td>\n",
              "      <td>148.140290</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0093</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.158992</td>\n",
              "      <td>2.158992</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020-07-06 12:03:00</td>\n",
              "      <td>144.3</td>\n",
              "      <td>150.077653</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0093</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.158992</td>\n",
              "      <td>2.158992</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2020-07-06 12:06:00</td>\n",
              "      <td>144.3</td>\n",
              "      <td>150.080919</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0093</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.158992</td>\n",
              "      <td>2.158992</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2020-07-06 12:09:00</td>\n",
              "      <td>144.3</td>\n",
              "      <td>149.078710</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0093</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.158992</td>\n",
              "      <td>2.158992</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020-07-06 12:12:00</td>\n",
              "      <td>144.3</td>\n",
              "      <td>147.395466</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0093</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.158992</td>\n",
              "      <td>2.158992</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Time     BG         CGM  ...  LBGI      HBGI      Risk\n",
              "0 2020-07-06 12:00:00  144.3  148.140290  ...   0.0  2.158992  2.158992\n",
              "1 2020-07-06 12:03:00  144.3  150.077653  ...   0.0  2.158992  2.158992\n",
              "2 2020-07-06 12:06:00  144.3  150.080919  ...   0.0  2.158992  2.158992\n",
              "3 2020-07-06 12:09:00  144.3  149.078710  ...   0.0  2.158992  2.158992\n",
              "4 2020-07-06 12:12:00  144.3  147.395466  ...   0.0  2.158992  2.158992\n",
              "\n",
              "[5 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LIzIgUGXQeXT",
        "colab_type": "text"
      },
      "source": [
        "We have only interest in the pacient blood glucose on time\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n5NgTzwRQpqn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "8b6c3e4b-a8f5-4499-f1aa-75a42a58a443"
      },
      "source": [
        "plt.figure(figsize=(16,8))\n",
        "plt.title('Blood Glucose from adolescent 8')\n",
        "plt.plot(df['CGM'])\n",
        "plt.xlabel('Timestamp',fontsize=18)\n",
        "plt.ylabel('BG (mg/dL)',fontsize=18)\n",
        "plt.show()"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KpCuZliIRQbW",
        "colab_type": "text"
      },
      "source": [
        "Let's create a function to prepare date for training and testing.\n",
        "\n",
        "We can take 20 as the length of the input because that is approximately the maximum time which carbs and insulin affects the blood glucose."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5ufthKLYPGfP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def read_pacient(age=\"adolescent#0\", number=\"08\", extension=\".csv\", training_test_proportion=0.8,input_len=20, output_len=6):\n",
        "\n",
        "  # reading the file\n",
        "  df = pd.read_csv(age+number+extension)\n",
        "  df.Time = pd.to_datetime(df.Time)\n",
        "  df = df[0:2480] # this final data from some of pacients are not relevant(stays at hipo for to long to be real)\n",
        "  df.set_index(\"Time\")\n",
        "\n",
        "  # Getting only blood glucuse from sensor data\n",
        "  data = df.filter(['CGM'])\n",
        "  dataset = data.values\n",
        "\n",
        "  training_data_len = math.ceil( len(dataset) *training_test_proportion) # setting proportion for training and testing\n",
        "\n",
        "  # Scalling data from 0 - 1 to input in the neural network\n",
        "  scaler = MinMaxScaler(feature_range=(0, 1)) \n",
        "  scaled_data = scaler.fit_transform(dataset)\n",
        "\n",
        "  train_data = scaled_data[0:training_data_len  , : ] \n",
        "\n",
        "  x_train=[] # arrays of blood glucose with len of input_len\n",
        "  y_train = [] # arrays of blood glucose with len of output_len\n",
        "  for i in range(input_len,len(train_data)-output_len):\n",
        "      x_train.append(train_data[i-input_len:i,0]) # past blood glucose to learn\n",
        "      y_train.append(train_data[i:i+output_len,0]) # future blood glucose to predict\n",
        "\n",
        "  x_train, y_train = np.array(x_train), np.array(y_train) # converting to numpy array\n",
        "  '''\n",
        "  Reshape is necessary so the neural network can understand the data\n",
        "  Shape will be (number of predictions, input_len, number of features)\n",
        "  Feature is which property we are using in the model, so in this case it is only the blood glucose from the pacient\n",
        "  '''\n",
        "  x_train = np.reshape(x_train, (x_train.shape[0],x_train.shape[1],1)) \n",
        "\n",
        "  not_scaled_test_data = dataset[training_data_len - input_len: , : ]\n",
        "  test_data = scaled_data[training_data_len - input_len: , : ]\n",
        "\n",
        "  x_test = [] # arrays of blood glucose with len of input_len\n",
        "  y_test = [] # arrays of blood glucose with len of output_len\n",
        "  continuous_ytest = [] # list with not scaled blood glucose from y_test not broken into arrays\n",
        "\n",
        "  '''\n",
        "  So here in the looping of the test we are predicting output_len values\n",
        "  then the next output_len values so we can create a continuos plot of the \n",
        "  predicted glucose\n",
        "  '''\n",
        "  i = input_len\n",
        "  while (i >= input_len and i < len(test_data)-output_len):\n",
        "    x_test.append(test_data[i-input_len:i,0])\n",
        "    y_test.append(not_scaled_test_data[i:i+output_len,0])\n",
        "    for bg in not_scaled_test_data[i:i+output_len,0]:\n",
        "      continuous_ytest.append(bg) # not for testing, just for plot purpose\n",
        "    i = i+output_len # jump output_len values in the future\n",
        "\n",
        "  x_test = np.array(x_test) # converting to numpy array\n",
        "  x_test = np.reshape(x_test, (x_test.shape[0],x_test.shape[1],1))\n",
        "\n",
        "  return scaler, x_train, y_train, x_test, y_test, continuous_ytest"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZllZtzhjtkHt",
        "colab_type": "text"
      },
      "source": [
        "Now, let's create a function that applies a LSTM Model to our data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "36507gNhT9uf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def make_predictions(scaler, x_train, y_train, x_test, y_test, batch_size=1, epochs=1):\n",
        "\n",
        "  # LSTM Model\n",
        "  model = Sequential()\n",
        "  model.add(LSTM(units=50, return_sequences=True,input_shape=(x_train.shape[1],1)))\n",
        "  model.add(LSTM(units=50, return_sequences=False))\n",
        "  model.add(Dropout(0.5))\n",
        "  model.add(Dense(units=y_train.shape[1]))\n",
        "\n",
        "  model.compile(optimizer=\"adam\", loss='mse',metrics=['accuracy'])\n",
        "  model.fit(x_train, y_train, batch_size=batch_size, epochs=epochs)\n",
        "\n",
        "  predictions = model.predict(x_test) # make predictions\n",
        "  predictions = np.reshape(predictions, (predictions.shape[0],predictions.shape[1])) # reshape just like y_test\n",
        "\n",
        "  predictions = scaler.inverse_transform(predictions) # reverse data\n",
        "\n",
        "  # Create a continuous data of predictions to plot with continuous_ytest\n",
        "  continuous_predictions = predictions[0]\n",
        "  for i in range(1,len(predictions)):\n",
        "    continuous_predictions = np.concatenate([continuous_predictions,predictions[i]])\n",
        "\n",
        "  rmse=np.sqrt(np.mean(((predictions-y_test)**2)))\n",
        "\n",
        "  return model, predictions, continuous_predictions, rmse"
      ],
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N1cJZscPv1OY",
        "colab_type": "text"
      },
      "source": [
        "Finally, we can have a function to plot our results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Asv5-XxJvJIq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def show_plots(continuous_ytest, continuous_predictions):\n",
        "  plt.figure(figsize=(16,8))\n",
        "  plt.title('Blood Glucose Prediction Model Result')\n",
        "  plt.plot(continuous_ytest, color = 'b')\n",
        "  plt.plot(continuous_predictions, color = 'r')\n",
        "  plt.xlabel('Timestamp',fontsize=18)\n",
        "  plt.ylabel('BGBG (mg/dL)',fontsize=18)\n",
        "  plt.legend(['Real','Predictions'], loc='lower right')\n",
        "  plt.show()"
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6KAT_eztwPCg",
        "colab_type": "text"
      },
      "source": [
        "Now just testing!\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RoDQV3IpwNaY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "scaler, x_train, y_train, x_test, y_test, continuous_ytest = read_pacient() # standard parameters are for pacient number 8"
      ],
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K6adtyr4welo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c397feb0-4dfb-42f1-85d1-b2c6fec1e2c8"
      },
      "source": [
        "model, predictions, continuous_predictions, rmse = make_predictions(scaler, x_train, y_train, x_test, y_test,batch_size=100, epochs=100)"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0817 - accuracy: 0.2477\n",
            "Epoch 2/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0300 - accuracy: 0.1568\n",
            "Epoch 3/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0239 - accuracy: 0.1834\n",
            "Epoch 4/100\n",
            "20/20 [==============================] - 1s 31ms/step - loss: 0.0191 - accuracy: 0.1823\n",
            "Epoch 5/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0153 - accuracy: 0.1900\n",
            "Epoch 6/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0130 - accuracy: 0.1941\n",
            "Epoch 7/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0117 - accuracy: 0.2084\n",
            "Epoch 8/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0117 - accuracy: 0.1890\n",
            "Epoch 9/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0107 - accuracy: 0.1813\n",
            "Epoch 10/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0102 - accuracy: 0.1736\n",
            "Epoch 11/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0091 - accuracy: 0.2007\n",
            "Epoch 12/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0088 - accuracy: 0.1951\n",
            "Epoch 13/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0083 - accuracy: 0.1920\n",
            "Epoch 14/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0085 - accuracy: 0.2038\n",
            "Epoch 15/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0082 - accuracy: 0.2074\n",
            "Epoch 16/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0075 - accuracy: 0.1874\n",
            "Epoch 17/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0071 - accuracy: 0.2165\n",
            "Epoch 18/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0068 - accuracy: 0.2120\n",
            "Epoch 19/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0066 - accuracy: 0.2058\n",
            "Epoch 20/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0063 - accuracy: 0.2104\n",
            "Epoch 21/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0064 - accuracy: 0.2237\n",
            "Epoch 22/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0062 - accuracy: 0.2365\n",
            "Epoch 23/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0058 - accuracy: 0.2206\n",
            "Epoch 24/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0057 - accuracy: 0.2472\n",
            "Epoch 25/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0056 - accuracy: 0.2513\n",
            "Epoch 26/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0060 - accuracy: 0.2232\n",
            "Epoch 27/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0056 - accuracy: 0.2114\n",
            "Epoch 28/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0053 - accuracy: 0.2962\n",
            "Epoch 29/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0053 - accuracy: 0.2768\n",
            "Epoch 30/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0054 - accuracy: 0.2441\n",
            "Epoch 31/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.2559\n",
            "Epoch 32/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0050 - accuracy: 0.2508\n",
            "Epoch 33/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0049 - accuracy: 0.2334\n",
            "Epoch 34/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0045 - accuracy: 0.2732\n",
            "Epoch 35/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0045 - accuracy: 0.2753\n",
            "Epoch 36/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0045 - accuracy: 0.2426\n",
            "Epoch 37/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0045 - accuracy: 0.2671\n",
            "Epoch 38/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.2523\n",
            "Epoch 39/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.2344\n",
            "Epoch 40/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0042 - accuracy: 0.3018\n",
            "Epoch 41/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0041 - accuracy: 0.2957\n",
            "Epoch 42/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0040 - accuracy: 0.2916\n",
            "Epoch 43/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.2635\n",
            "Epoch 44/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.2932\n",
            "Epoch 45/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0038 - accuracy: 0.2758\n",
            "Epoch 46/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.3698\n",
            "Epoch 47/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0037 - accuracy: 0.2748\n",
            "Epoch 48/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0038 - accuracy: 0.2794\n",
            "Epoch 49/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0036 - accuracy: 0.3151\n",
            "Epoch 50/100\n",
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            "Epoch 51/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.2906\n",
            "Epoch 52/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0038 - accuracy: 0.2763\n",
            "Epoch 53/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0035 - accuracy: 0.2615\n",
            "Epoch 54/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0035 - accuracy: 0.2942\n",
            "Epoch 55/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0033 - accuracy: 0.3458\n",
            "Epoch 56/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0033 - accuracy: 0.3866\n",
            "Epoch 57/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0035 - accuracy: 0.2584\n",
            "Epoch 58/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0036 - accuracy: 0.3166\n",
            "Epoch 59/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0034 - accuracy: 0.3672\n",
            "Epoch 60/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0033 - accuracy: 0.2743\n",
            "Epoch 61/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.3938\n",
            "Epoch 62/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0033 - accuracy: 0.3090\n",
            "Epoch 63/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0031 - accuracy: 0.2855\n",
            "Epoch 64/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.3315\n",
            "Epoch 65/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0031 - accuracy: 0.3539\n",
            "Epoch 66/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.3933\n",
            "Epoch 67/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.3478\n",
            "Epoch 68/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0029 - accuracy: 0.3468\n",
            "Epoch 69/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0029 - accuracy: 0.3682\n",
            "Epoch 70/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.3258\n",
            "Epoch 71/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0029 - accuracy: 0.3626\n",
            "Epoch 72/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0029 - accuracy: 0.3258\n",
            "Epoch 73/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0029 - accuracy: 0.3008\n",
            "Epoch 74/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0027 - accuracy: 0.4025\n",
            "Epoch 75/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0029 - accuracy: 0.2921\n",
            "Epoch 76/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0027 - accuracy: 0.3248\n",
            "Epoch 77/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.3488\n",
            "Epoch 78/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.3453\n",
            "Epoch 79/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.3825\n",
            "Epoch 80/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.3907\n",
            "Epoch 81/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.3396\n",
            "Epoch 82/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.3514\n",
            "Epoch 83/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0024 - accuracy: 0.3733\n",
            "Epoch 84/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0025 - accuracy: 0.3544\n",
            "Epoch 85/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.3570\n",
            "Epoch 86/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0024 - accuracy: 0.3662\n",
            "Epoch 87/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0025 - accuracy: 0.3616\n",
            "Epoch 88/100\n",
            "20/20 [==============================] - 1s 30ms/step - loss: 0.0024 - accuracy: 0.3141\n",
            "Epoch 89/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0024 - accuracy: 0.3754\n",
            "Epoch 90/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.3177\n",
            "Epoch 91/100\n",
            "20/20 [==============================] - 1s 28ms/step - loss: 0.0024 - accuracy: 0.3596\n",
            "Epoch 92/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.3856\n",
            "Epoch 93/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.3585\n",
            "Epoch 94/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.3371\n",
            "Epoch 95/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.3621\n",
            "Epoch 96/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.3917\n",
            "Epoch 97/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0023 - accuracy: 0.3754\n",
            "Epoch 98/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.4188\n",
            "Epoch 99/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.3560\n",
            "Epoch 100/100\n",
            "20/20 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.3662\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KgNyBrlJmm12",
        "colab_type": "text"
      },
      "source": [
        "##  Results of training with patient number 08\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qBJ57NFiwfxY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "168f4d1c-83be-49ad-e645-8d90ea3802c7"
      },
      "source": [
        "show_plots(continuous_ytest, continuous_predictions)"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oB8B1jzDEolQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "08fec4df-fe66-476a-d540-44fb64942df9"
      },
      "source": [
        "print(\"Root-Mean-Squared Deviation {}\".format(rmse))"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Root-Mean-Squared Deviation 15.099504779068717\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UVF21GFBBC0q",
        "colab_type": "text"
      },
      "source": [
        "We can now create and use a functions to apply this model in other pacient"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YrrHrwJEyVqI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def test_model(model, age=\"adolescent#0\", number=\"01\", extension=\".csv\",input_len=20, output_len=6):\n",
        "\n",
        "  # reading the file\n",
        "  df = pd.read_csv(age+number+extension)\n",
        "  df.Time = pd.to_datetime(df.Time)\n",
        "  df = df[0:2480] # this final data from some of pacients are not relevant(stays at hipo for to long to be real)\n",
        "  df.set_index(\"Time\")\n",
        "\n",
        "  # Getting only blood glucuse from sensor data\n",
        "  data = df.filter(['CGM'])\n",
        "  dataset = data.values\n",
        "\n",
        "  # Scalling data from 0 - 1 to input in the neural network\n",
        "  scaler = MinMaxScaler(feature_range=(0, 1)) \n",
        "  scaled_data = scaler.fit_transform(dataset)\n",
        "\n",
        "  x_test = [] # arrays of blood glucose with len of input_len\n",
        "  y_test = [] # arrays of blood glucose with len of output_len\n",
        "  continuous_ytest = [] # list with not scaled blood glucose from y_test not broken into arrays\n",
        "\n",
        "  i = input_len\n",
        "  while (i >= input_len and i < len(dataset)-output_len):\n",
        "    x_test.append(scaled_data[i-input_len:i,0])\n",
        "    y_test.append(dataset[i:i+output_len,0])\n",
        "    for bg in dataset[i:i+output_len,0]:\n",
        "      continuous_ytest.append(bg) # not for testing, just for plot purpose\n",
        "    i = i+output_len # jump output_len values in the future\n",
        "\n",
        "  x_test = np.array(x_test) # converting to numpy array\n",
        "  x_test = np.reshape(x_test, (x_test.shape[0],x_test.shape[1],1))\n",
        "\n",
        "  predictions = model.predict(x_test) # make predictions\n",
        "  predictions = np.reshape(predictions, (predictions.shape[0],predictions.shape[1])) # reshape just like y_test\n",
        "\n",
        "  predictions = scaler.inverse_transform(predictions) # reverse data\n",
        "\n",
        "  # Create a continuous data of predictions to plot with continuous_ytest\n",
        "  continuous_predictions = predictions[0]\n",
        "  for i in range(1,len(predictions)):\n",
        "    continuous_predictions = np.concatenate([continuous_predictions,predictions[i]])\n",
        "\n",
        "  rmse=np.sqrt(np.mean(((predictions-y_test)**2)))\n",
        "\n",
        "\n",
        "  return rmse, continuous_ytest, continuous_predictions\n",
        "\n"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aFkLn3rDC7Ms",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "rmse2, continuous_ytes2, continuous_predictions2 = test_model(model)"
      ],
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "POCqVaOBmf0t",
        "colab_type": "text"
      },
      "source": [
        "### Results with Patient number 01"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "79f8chguESnQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "bcb62970-e861-4ddf-e634-0619b7cdedd0"
      },
      "source": [
        "show_plots(continuous_ytes2, continuous_predictions2)"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1dGK1vefDMjI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "0fb9954a-455e-4e8f-a61c-9442701aa234"
      },
      "source": [
        "print(\"Root-Mean-Squared Deviation {}\".format(rmse2))"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Root-Mean-Squared Deviation 5.146714617474139\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EJfI6znCDqLl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "rmse3, continuous_predictions3, continuous_ytes3 = test_model(model,number=\"10\")"
      ],
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nsJdOvVdmkbq",
        "colab_type": "text"
      },
      "source": [
        "### Results with Patient number 10"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CPM4yY-cksge",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "ebd6120d-2666-4d72-a3e8-85f9f664f744"
      },
      "source": [
        "show_plots(continuous_ytes3, continuous_predictions3)"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vvgwynj2k3kX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 33
        },
        "outputId": "da67a0cb-1b9a-4cee-800d-7a6db542fa27"
      },
      "source": [
        "print(\"Root-Mean-Squared Deviation {}\".format(rmse3))"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Root-Mean-Squared Deviation 5.821730305709615\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uRp3T6u4OCPp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "rmse4, continuous_predictions4, continuous_ytes4 = test_model(model,number=\"07\")"
      ],
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EjnZsmXbOO6p",
        "colab_type": "text"
      },
      "source": [
        "### Results with Patient number 07"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CYsExDpcORoC",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "outputId": "b0569884-8800-419a-d46b-ad25e30b25b1"
      },
      "source": [
        "show_plots(continuous_ytes4, continuous_predictions4)\n",
        "print(\"Root-Mean-Squared Deviation {}\".format(rmse4))"
      ],
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Root-Mean-Squared Deviation 15.60273270768831\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IJPhaNeQOWgz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 74,
      "outputs": []
    }
  ]
}